Multivariate Time Series

Sparse causal discovery in multivariate time series

Time Series / Statistical machine learning / Multiple testing / Multivariate Time Series / Vector Autoregression / Causal Discovery / Granger causality / Statistical Test / Vector Autoregressive (VAR) Model / VAR model / Causal Discovery / Granger causality / Statistical Test / Vector Autoregressive (VAR) Model / VAR model

Sparse Causal Discovery in Multivariate Time Series

Time Series / Statistical machine learning / Multiple testing / Multivariate Time Series / Vector Autoregression / Causal Discovery / Granger causality / Statistical Test / Vector Autoregressive (VAR) Model / VAR model / Causal Discovery / Granger causality / Statistical Test / Vector Autoregressive (VAR) Model / VAR model

Spatio-Temporal Symbolization of Multidimensional Time Series

Data Mining / Time Series / Multivariate Time Series / Temporal Information Extraction / Symbolic Dynamics / Dynamic System

Structural shrinkage of nonparametric spectral estimators for multivariate time series

Statistics / Time Series / Kernel Smoothing / Higher Order Thinking / Mean square error / Multivariate Time Series / Sample Size / Eigenvalues / Simulation Study / Five Factor Model / High Dimensionality / Spectral Estimation / Parametric Estimation / Spectral Density / Time Domain / Condition number / Frequency Domain / Multivariate Time Series / Sample Size / Eigenvalues / Simulation Study / Five Factor Model / High Dimensionality / Spectral Estimation / Parametric Estimation / Spectral Density / Time Domain / Condition number / Frequency Domain

Knowledge construction from time series data using a collaborative exploration system

Algorithms / Computer Graphics / Artificial Intelligence / Biomedical Engineering / Time Series / Agent Based / A Priori Knowledge / Biomedical informatics / Biometry / Multivariate Analysis / Database Management Systems / Multi Agent System / Biological Sciences / Humans / Knowledge Discovery / Biomedical Research / Data Interpretation / Computer Simulation / Multivariate Time Series / INTENSIVE CARE / Human Machine Interface / Time Series Data / Knowledge Construction / Collaborative System / Computer User Interface Design / Information Storage and Retrieval / Agent Based / A Priori Knowledge / Biomedical informatics / Biometry / Multivariate Analysis / Database Management Systems / Multi Agent System / Biological Sciences / Humans / Knowledge Discovery / Biomedical Research / Data Interpretation / Computer Simulation / Multivariate Time Series / INTENSIVE CARE / Human Machine Interface / Time Series Data / Knowledge Construction / Collaborative System / Computer User Interface Design / Information Storage and Retrieval

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